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What's the real-world difference between 'predictive maintenance' buzzwords and actual AI-powered PLC diagnostics that can prevent a $50,000 production line shutdown?

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I'm trying to understand the practical difference between all the 'predictive maintenance' marketing hype versus actual AI-powered PLC diagnostics that can genuinely prevent expensive production line failures. When I hear vendors talking about predictive maintenance, it often sounds like buzzword bingo, but I need to know what actually works in the real world to avoid those $50,000 shutdowns that can cripple our operations. What separates the real AI-powered solutions from the empty promises?

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